PROJECT NOTEBOOK: Jupyter Notebook
Author: Finnian Logan-Riley
I consider this my magnum opus of data processing. However, much was learnt and there is space for improvement, mainly around neural networks.
Hypothesis - Is it possible to predict heart disease events?
Hypothesis answer: Yes!
- Data exploration
- Data repair (KNN imputer)
- Data cleaning
- Automatic multi-algorithm evaluating
- Model combining
- Neural networks
- Automatic neural network optimizer
- Traditional data analysis techniques
- Linear regression
- Multivariate plots
- Scatter plots
- Pairplot classification
- Feature selection
- Value standardization
- Logistic regression
- Confusion matrix
- Univariate histograms
- Box and whisker plot
The dataset used in this project was sourced from here.